Health Lens dimensions

Smoking Dependence

Dimension 477 of 1,100 · Health Lens

Excitement Index
0.0588

Smoking Dependence measures the extent to which smoking or vaping is experienced as physically rewarding, emotionally regulating, habitually cued, and difficult to forgo. It encompasses reliance on nicotine use, anticipated discomfort or mood disruption when stopping, and the degree to which daily life is organized around smoking-related urges and consequences.

evidence final name · Smoking Nicotine Dependence

Bands

Minimal Smoking Dependence

Expressions activating this band show little to no clear smoking-related reliance, with content that is largely unrelated or only loosely connected to nicotine use.

Moderate Smoking Dependence

Expressions activating this band describe smoking or vaping as physically pleasurable, stress-relieving, and functionally useful, with emerging difficulty tolerating running out or imagining quitting. The experience centers on active reliance for comfort, concentration, or emotional regulation.

High Smoking Dependence

Expressions activating this band describe smoking or vaping as deeply embedded in daily life through persistent reminders, situational planning, anticipated discomfort without access, and concern about emotional, social, or quality-of-life consequences. The experience includes strong cue-driven use and expectation of distress, depression, or social disruption if smoking stops.

Evidence summary

Candidate names

Smoking264.10
Expectancies153.00
Smoking Emotional Sensory133.40
Smoking Emotional118.30
Smoking Coping Expectancies98.50

Sentence counts by range

B-7..B-422,353
B-3..B34,951,922
B4..B107,568

Dataset representation

01__health_reviews__druglib__benefits_effectiveness58
03__fact_checking__liar__truth_ordinal58
05__whole_disney_dataset__rating144
06__text_reviews__acl_imdb__binary_sentiment103
07__emotion_labels__goemotions_reddit__multilabel77
08__dialogue_emotion__empathetic_dialogues__context56
10__social_media_sentiment__sentiment140__binary90
11__consumer_complaints__response_explanation_vs_relief86

Anchor definitions

Minimal Smoking Nicotine Dependence

Minimal Smoking Nicotine Dependence: Expressions show no meaningful smoking nicotine dependence content. The proxy is effectively absent. Expressions activating this band are unrelated to smoking nicotine dependence.

Moderate Smoking Nicotine Dependence

Moderate Smoking Nicotine Dependence: Smoking nicotine dependence is experienced here as observable behavioral patterns associated with problematic or disordered functioning. This is the first band where smoking nicotine dependence becomes detectable. Expressions activating this band engage with smoking nicotine dependence at a level associated with formal behavioral assessment.

Heavy Smoking Nicotine Dependence

Heavy Smoking Nicotine Dependence: Smoking nicotine dependence is clearly present at this level. Unlike the band below, where smoking nicotine dependence was characterized by the behavioral form, the proxy here has shifted in character. The facets that dominated at lower levels have receded. Expressions activating this band reflect smoking nicotine dependence at this level of intensity.